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Minghong Yao

3 accepted papers

2025

EPERM: An Evidence Path Enhanced Reasoning Model for Knowledge Graph Question and Answering

AAAI 2025technical

Due to the remarkable reasoning ability, Large language models (LLMs) have demonstrated impressive performance in knowledge graph question answering (KGQA) tasks, which find answers to natural language questions over knowledge graphs (KGs). To alleviate the hallucinations and lack of knowledge issue…

Cited by 0SourcePDFScholar
2025

Seeking Consistent Flat Minima for Better Domain Generalization via Refining Loss Landscapes

CVPR 2025poster

Domain generalization aims to learn a model from multiple training domains and generalize it to unseen test domains. Recent theory has shown that seeking the deep models, whose parameters lie in the flat minima of the loss landscape, can significantly reduce the out-of-domain generalization error. H…

Cited by 0SourcePDFScholar
2024

Learning Label Dependencies for Visual Information Extraction

IJCAI 2024poster

Visual Information Extraction (VIE), which aims to extract structured information from visually rich document images, has drawn much attention due to its wide applications in document understanding. However, previous methods often treat the VIE task as a sequence labeling problem and ignore the labe…

Cited by 0SourcePDFScholar